Experimental and non-experimental correlational studies Flashcards

1
Q

considerations in causal effects and inference considerations

A
  • establish a cause-effect linkage between specific variables: if X then Y (so changes in A leads to changes in B)
  • identify targets that can be controlled or manipulated (changes in outcome)
  • internal validity
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2
Q

Independent variable / predictor variable / treatment variable

Dependent variable / ultimate / outcome variable

A
  • manipulated by the researcher to see if it affects the DV
  • measured to see if affected by IV
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3
Q

3 necessary bases for inferring causation

A
  • correlation
  • temporal precedence (ordering - so variation in IV should occur before changes in outcome)
  • ruling out extraneous factors
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4
Q

EXPERIMENT
- mani_ulation
- random_zation
- standar_ization

A
  • deliberately varying the predictor conditions (levels of treatment, control/experimental groups)
  • randomly assign ppl to different groups and each one has a different treatment
  • formalized procedures, enviro. factors constant, lab setting
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5
Q

What are the two EXPERIMENTal design with treatment and control groups?

A

Independent measures (between subject design): randomly assigned to Condition 1 or Condition 2

Repeat measures (within-subjects design): experience all levels of the IV (their own controls)
+ when few participants are available
+ conduct the experiment more efficiently
- order effects
- fatigue effect / reduced motivation
=> counteract with counterbalancing

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6
Q

Disadvantages of a lab EXPERIMENT

A
  • artificiality decreases the ecological and external validity
  • decreases generalizability of the results)
  • no. of variables manipulated is limited (focus on single IV of interest)
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7
Q

Define correlational research

A
  • researcher does not have as much control as they do in an experiment

=> emphasizes ind. differences and effort to establish relationships among those differences on various personality characteristics

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8
Q

What do correlational research use?

A
  • statistical measures to establish association or correation
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9
Q

CORRELATIONAL
what are the factors shaping the relationships bet. 2 variables?

A
  • reliability (2 variables can only correlate to the extent each measure is reliable)
    => if we use a poor measure of low quality, that decreases the reliability and leads to inaccurate data and correlation
  • third variable issue (al. explanations)
    Is A the cause of B or is there C?

-restricted variation of scores (maximize ind. differences)
=> size of correlation bet. 2 variables

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10
Q

CORRELATIONAL
Longitudinal studies

A
  • follow the same group over time
  • can A predict B?
  • measured more than once, measure same variables (ideally)
    *can explore temporal ordering or sequence of these variables
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11
Q

CORRELATIONAL
cross-sectional studies

A
  • measured once
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12
Q

Types of correlation coefficients
s_nchronous
au_o / te_t-re_est / lag_ed
cro_s-la_ged

A

synchronous: cross sectional
- correlation bet. X and Y measured at the same point in time

auto: same variable measured at different. times
Variable X measuredat time 1 and variable X measured at time 2

cross-lagged:
- X at time 1 and Y at time 2

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13
Q

Mediator vs Moderator variable

A

Mediator: “accounts” for X and Y relationship

Moderator: different levels of moderator variables show different sizes of the relationship

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